\n<\/p>\n
Executive search firm Christian & Timbers estimates that there are only about 2,000 engineers in the U.S. with the special cocktail of sector know-how, gravitas, and hands-on applied AI experience needed to consistently help enterprises see a return on their AI expenditures.\u00a0<\/p>\n
\u201cNot 2,000 available,\u201d reads the study, shared exclusively with TechCrunch. \u201c2,000 total.\u201d<\/p>\n
As enterprises move from trying to access the best models to figuring out how to implement them into workflows that meaningfully improves their bottom line, it appears the forward-deployed engineer (FDE) \u2014 engineers who work within client organizations to build, implement and deploy software or AI models \u2014 is about to become among the most sought-after specialist in the AI industry.\u00a0<\/p>\n
Demand for FDEs is already rising rapidly, according to the C&T study, which projects demand for these specialists to surge by 2,100% by the end of the year.\u00a0<\/p>\n
The research draws on interviews with more than 250 C-suite hiring executives across 180 companies, a focused survey of 80 Fortune 500 executives, and interviews with more than 300 FDEs and applied AI engineers between January and June 2026.\u00a0<\/p>\n
At the start of the year, only 5% to 10% of companies were planning to hire FDEs, and mostly only for small pilots. By the end of the second quarter, however, that number jumped to 70%, with the largest consulting and services firms reporting a need to increase their FDE headcount by 10 times, building full teams of 20 to 100 employees.\u00a0<\/p>\n
\u201cThis is all happening at a speed I\u2019ve never seen. Enterprises are hiring in the middle of summer,\u201d Jeff Christian, founder of C&T told TechCrunch.<\/p>\n
That kind of demand will outstrip supply, if C&T\u2019s study is accurate. The report found that there are roughly 17,000 U.S. FDEs on the market today, a good chunk of whom are already employed by Palantir, which invented the concept of the FDE years ago. (Christian said some of his clients are even buying Palantir\u2019s technology just so they can access the firm\u2019s FDEs.)\u00a0<\/p>\n
Only a fraction of the FDEs out in the wild are apparently elite enough to deliver true ROI, which these days is measured as \u201cmultiple tens of millions of dollars of ROI impact,\u201d according to Christian. That could manifest as revenue acceleration on the go-to-market side (lead generation) or \u201creplacing FP&A or replacing 2,300 document processors in India,\u201d Christian says.\u00a0<\/p>\n
As Chris Taylor, CEO of Ode with Anthropic<\/a> (a new FDE-focused services firm), put it: \u201cMany FDEs are well equipped to help you roll Claude Code out to your workforce. Very few are capable of building your flagship AI product feature.\u201d<\/p>\n Now that token-maxxing has morphed into value-maxxing, and enterprises taking a harder look<\/a> at their balance sheets, accounting for AI spending is becoming more important than ever.<\/p>\n \u201cThis fall, [Wall Street] is about to say, \u2018Hey, we\u2019ve given you two years to figure this out\u2026and you haven\u2019t. There\u2019s no ROI. So we\u2019re going to start punishing those that have spent hundreds of millions, maybe even billions on this, and aren\u2019t generating ROI, and rewarding those that have\u2019,\u201d Christian said.<\/p>\n AI companies are under pressure, too, as they\u2019ve already spent tens of billions to train and deploy their models. For frontier AI firms, reaching profitability will depend on whether they can inject their technology into as many enterprises as possible, though that task is now being threatened by cheaper, increasingly capable open-weight models from China. <\/p>\n That\u2019s why firms like OpenAI and Anthropic<\/a> have set up their own ventures \u2014 Ode with Anthropic <\/a>and OpenAI\u2019s Deployment Company<\/a> \u2014 and staffed them with FDEs whose sole purpose is to go forth and spread their tech around the enterprise.\u00a0<\/p>\n It\u2019s not only top AI firms and large consultancies clamoring for FDEs, however. Enterprises from insurance and fintech to healthcare and gaming, are seeking out these specialists, Christian said. \u00a0<\/p>\n Companies are hiring teams of FDEs instead of bringing them in from firms like Ode, or Deployment Co, seeking to keep knowledge of proprietary processes in-house and protect them from the likes of OpenAI and Anthropic.<\/p>\n \u201cEverybody\u2019s concerned that if they give up their proprietary business processes, [the AI firms] can compete with them, which is true in many different areas,\u201d Christian said. \u201cSo having this muscle internally is so important.\u201d<\/p>\n Taylor said he\u2019s starting to hear the phrase \u201cinternal forward-deployed engineers\u201d more often, but his clients aren\u2019t yet asking Ode to put together internal FDE teams for them.<\/p>\n While many an enterprising young engineer might think they have the industry expertise and AI chops to take advantage of what may turn out to be a talent war, Christian warns that the FDE may not always be in demand.\u00a0<\/p>\n \u201cMaybe in two years, everything\u2019s automated, and agents are automating agents as opposed to humans automating agents,\u201d Christian said. \u201cThat is something that could occur. Hopefully, it doesn\u2019t, and we continue to need these people within companies.\u201d<\/p>\n In the medium-term, he thinks the need for FDEs will shift from enterprise AI to physical AI as companies try to implement things like humanoid robots into their workflows. But within five or 10 years, he says it\u2019s entirely possible that the role of FDE will \u201cgo away.\u201d<\/p>\n That may be true for all knowledge work, if AI leaders and CEOs\u2019 vehement predictions come true. While C&T focuses on recruiting for fast-growing industries and hasn\u2019t seen a pullback yet, Christian says more general search firms have definitely experienced a slowdown in recruitment requests.\u00a0<\/p>\n Everything to do with AI is growing and in demand, he says. For now.<\/p>\n \u201cI think that there\u2019s absolutely a time soon where we\u2019re going to see an impact in our business,\u201d Christian said.<\/p>\n<\/div>\n When you purchase through links in our articles, we may earn a small commission<\/a>. This doesn\u2019t affect our editorial independence.<\/em><\/p>\n